{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "517fe3ee",
   "metadata": {},
   "outputs": [],
   "source": [
    "from Drivers.AudioCapture import AudioCaptureDevice\n",
    "from Algorithm import NCC,TDOA,GCC,Filter\n",
    "import numpy as np\n",
    "from matplotlib import pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "55e6e953",
   "metadata": {},
   "outputs": [],
   "source": [
    "SAMPLE_RATE = 48000\n",
    "SAMPLE_POINTS = 4096\n",
    "WAVE_SPEED = 340.0"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "1bcfeb07",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Audio capture process started with command: \"arecord -D hw:2,0 -f S16_LE -c 8 -r 48000 -t raw\"\n"
     ]
    }
   ],
   "source": [
    "dev = AudioCaptureDevice('hw:2,0','S16_LE',8,SAMPLE_RATE,5)\n",
    "dev.start_capture()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "0f05ba2b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x7ffeb7738610>]"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "FL = 200\n",
    "FH = 4000\n",
    "\n",
    "\n",
    "p1_channel,p2_channel,p3_channel = dev.get_audio_segment(2,(6,3,0))\n",
    "# p1_channel = Filter.bandpass_filter(p1_channel,SAMPLE_RATE,FL,FH)\n",
    "# p2_channel = Filter.bandpass_filter(p2_channel,SAMPLE_RATE,FL,FH)\n",
    "# p3_channel = Filter.bandpass_filter(p3_channel,SAMPLE_RATE,FL,FH)\n",
    "p1_channel = p1_channel[:SAMPLE_POINTS] / 128\n",
    "p2_channel = p2_channel[:SAMPLE_POINTS] / 128\n",
    "p3_channel = p3_channel[:SAMPLE_POINTS] / 128\n",
    "plt.figure()\n",
    "plt.plot(p1_channel[SAMPLE_POINTS//2-256:SAMPLE_POINTS//2+256])\n",
    "plt.figure()\n",
    "plt.plot(p2_channel[SAMPLE_POINTS//2-256:SAMPLE_POINTS//2+256])\n",
    "plt.figure()\n",
    "plt.plot(p3_channel[SAMPLE_POINTS//2-256:SAMPLE_POINTS//2+256])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "b150ca51",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x7ffeb76a5090>]"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 其实最大的距离差只有0.3m左右\n",
    "# 换算到时域上只有0.1ms的时间差\n",
    "# 只要取中间100个点位即可\n",
    "\n",
    "correlate_seq1 = np.abs(np.correlate(p2_channel,p1_channel,mode='full')/SAMPLE_POINTS)\n",
    "correlate_valid_seq1 = correlate_seq1[SAMPLE_POINTS//2-75:SAMPLE_POINTS//2+75]\n",
    "plt.figure()\n",
    "plt.plot(correlate_seq1)\n",
    "plt.figure()\n",
    "plt.plot(correlate_valid_seq1)\n",
    "correlate_seq2 = np.abs(np.correlate(p3_channel,p1_channel,mode='full')/SAMPLE_POINTS)\n",
    "correlate_valid_seq2 = correlate_seq2[SAMPLE_POINTS//2-75:SAMPLE_POINTS//2+75]\n",
    "plt.figure()\n",
    "plt.plot(correlate_seq2)\n",
    "plt.figure()\n",
    "plt.plot(correlate_valid_seq2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "570330f1",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(-0.15583333333333332, -0.035416666666666666)"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "(correlate_valid_seq1.argmax()-50)/SAMPLE_RATE*WAVE_SPEED,(correlate_valid_seq2.argmax()-50)/SAMPLE_RATE*WAVE_SPEED"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "5506022f",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.19833333333333336 -0.09208333333333332\n",
      "[0.63246031 2.02864879]\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 使用GCC算法进行分析，这个还相对稳定一点，报告里也好写\n",
    "p21_corr_gcc = np.abs(GCC.gcc_phat(p2_channel,p1_channel))\n",
    "p31_corr_gcc = np.abs(GCC.gcc_phat(p3_channel,p1_channel))\n",
    "p21_corr_valid = p21_corr_gcc[SAMPLE_POINTS//2-75:SAMPLE_POINTS//2+75]\n",
    "p31_corr_valid = p31_corr_gcc[SAMPLE_POINTS//2-75:SAMPLE_POINTS//2+75]\n",
    "plt.figure()\n",
    "plt.plot(p21_corr_valid)\n",
    "plt.figure()\n",
    "plt.plot(p31_corr_valid)\n",
    "r21,r31 = (p21_corr_valid.argmax()-75)/SAMPLE_RATE*WAVE_SPEED,(p31_corr_valid.argmax()-75)/SAMPLE_RATE*WAVE_SPEED\n",
    "print(r21,r31)\n",
    "distance,anchor_tag = TDOA.chans_method([0,0],[-0.5,0],[0.5,0],r21,r31)\n",
    "print(anchor_tag)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "9a6c1548",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "93.75"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "\n",
    "\n",
    "fft_p1_channel = np.abs(np.fft.fft(p1_channel))\n",
    "fft_p1_channel = fft_p1_channel[:SAMPLE_POINTS//2]\n",
    "fft_p1_channel[0] /= 4096.0\n",
    "fft_p1_channel[1:] /= 2048.0\n",
    "\n",
    "\n",
    "\n",
    "\n",
    "plt.plot(fft_p1_channel[:1024])\n",
    "max_amplitude_freq = fft_p1_channel.argmax() / SAMPLE_POINTS * SAMPLE_RATE\n",
    "max_amplitude_freq"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "rpi_venv",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.11.2"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
